3 papers
cs.CL2026
Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization
Ambre Marie, Thomas Bertin, Guillaume Dardenne +1
Automatic speech recognition for French medical conversations remains challenging, with word error rates often exceeding 30% in spontaneous clinical speech. This study proposes a m…
eess.AS2025
Acoustic and Machine Learning Methods for Speech-Based Suicide Risk Assessment: A Systematic Review
Ambre Marie, Marine Garnier, Thomas Bertin +4
Suicide remains a public health challenge, necessitating improved detection methods to facilitate timely intervention and treatment. This systematic review evaluates the role of Ar…
cs.CL2025
Suicide Risk Assessment Using Multimodal Speech Features: A Study on the SW1 Challenge Dataset
Ambre Marie, Ilias Maoudj, Guillaume Dardenne +1
The 1st SpeechWellness Challenge conveys the need for speech-based suicide risk assessment in adolescents. This study investigates a multimodal approach for this challenge, integra…